Mass spectra alignment using virtual lock-masses.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
11 06 2019
Historique:
received: 18 11 2018
accepted: 08 05 2019
entrez: 13 6 2019
pubmed: 13 6 2019
medline: 13 6 2019
Statut: epublish

Résumé

Mass spectrometry is a valued method to evaluate the metabolomics content of a biological sample. The recent advent of rapid ionization technologies such as Laser Diode Thermal Desorption (LDTD) and Direct Analysis in Real Time (DART) has rendered high-throughput mass spectrometry possible. It is used for large-scale comparative analysis of populations of samples. In practice, many factors resulting from the environment, the protocol, and even the instrument itself, can lead to minor discrepancies between spectra, rendering automated comparative analysis difficult. In this work, a sequence/pipeline of algorithms to correct variations between spectra is proposed. The algorithms correct multiple spectra by identifying peaks that are common to all and, from those, computes a spectrum-specific correction. We show that these algorithms increase comparability within large datasets of spectra, facilitating comparative analysis, such as machine learning.

Identifiants

pubmed: 31186508
doi: 10.1038/s41598-019-44923-8
pii: 10.1038/s41598-019-44923-8
pmc: PMC6560045
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

8469

Subventions

Organisme : CIHR
ID : MOP130359
Pays : Canada

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Auteurs

Francis Brochu (F)

Big Data Research Center, Université Laval, Québec, Qc, Canada. francis.brochu.2@ulaval.ca.
Département d'Informatique et Génie Logiciel, Université Laval, Québec, Qc, Canada. francis.brochu.2@ulaval.ca.

Pier-Luc Plante (PL)

Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.

Alexandre Drouin (A)

Big Data Research Center, Université Laval, Québec, Qc, Canada.
Département d'Informatique et Génie Logiciel, Université Laval, Québec, Qc, Canada.

Dominic Gagnon (D)

Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.
Infectious Disease Reasearch Center, Université Laval, Québec, Qc, Canada.

Dave Richard (D)

Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.
Infectious Disease Reasearch Center, Université Laval, Québec, Qc, Canada.

Francine Durocher (F)

Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.
Department of Molecular Medicine, Université Laval, Québec, Qc, Canada.

Caroline Diorio (C)

Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.
Department of Social and Preventative Medicine, Université Laval, Québec, Qc, Canada.

Mario Marchand (M)

Big Data Research Center, Université Laval, Québec, Qc, Canada.
Département d'Informatique et Génie Logiciel, Université Laval, Québec, Qc, Canada.

Jacques Corbeil (J)

Big Data Research Center, Université Laval, Québec, Qc, Canada.
Centre de Recherche du CHU de Québec, Université Laval, Québec, Qc, Canada.
Department of Molecular Medicine, Université Laval, Québec, Qc, Canada.

François Laviolette (F)

Big Data Research Center, Université Laval, Québec, Qc, Canada.
Département d'Informatique et Génie Logiciel, Université Laval, Québec, Qc, Canada.

Classifications MeSH